From Prediction to Pressure (R2)

Key Points

• To measure the effects of prompt stress on hallucination, confidence, and bias in large language models.
• Empirical study design measuring various parameters in language models under different prompt conditions.
• Assessment of model responses for hallucination and bias levels alongside user confidence ratings.
• Increased prompt stress correlates with higher levels of hallucination.
• Confidence levels significantly differ based on the prompt stress conditions observed.
• Bias in model responses is notably influenced by the stress of prompts.